{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import urllib.parse\n",
    "from requests_html import HTMLSession\n",
    "from urllib import parse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://search.51job.com/list/030000,000000,0000,00,9,99,%2B,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "session=HTMLSession()\n",
    "r=session.get(url)\n",
    "r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_互联网产品经理_url=\"https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\"\n",
    "广州_url=\"https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_互联网产品经理_url_list =广州_互联网产品经理_url.split(\"?\")[0]\n",
    "广州_互联网产品经理_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,+,2,1.html'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_url_list =广州_url.split(\"?\")[0]\n",
    "广州_url_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0000,00,9,99,+,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_parse_url = parse.urlparse(广州_url)\n",
    "广州_parse_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "ParseResult(scheme='https', netloc='search.51job.com', path='/list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586,2,1.html', params='', query='lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare=', fragment='')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州互联网产品经理_parse_url = parse.urlparse(广州_互联网产品经理_url)\n",
    "广州互联网产品经理_parse_url"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                https\n",
       "1                                     search.51job.com\n",
       "2          /list/030200,000000,0000,00,9,99,+,2,1.html\n",
       "3                                                     \n",
       "4    lang=c&postchannel=0000&workyear=99&cotype=99°...\n",
       "5                                                     \n",
       "Name: 广州工作, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州= pd.Series(广州_parse_url,name=\"广州工作\")\n",
    "广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                https\n",
       "1                                     search.51job.com\n",
       "2    /list/030200,000000,0000,00,9,99,%25E4%25BA%25...\n",
       "3                                                     \n",
       "4    lang=c&postchannel=0000&workyear=99&cotype=99&...\n",
       "5                                                     \n",
       "Name: 广州_互联网产品经理, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_互联网产品经理= pd.Series(广州互联网产品经理_parse_url,name=\"广州_互联网产品经理\")\n",
    "广州_互联网产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>广州工作</th>\n",
       "      <th>广州_互联网产品经理</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https</td>\n",
       "      <td>https</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>search.51job.com</td>\n",
       "      <td>search.51job.com</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>/list/030200,000000,0000,00,9,99,+,2,1.html</td>\n",
       "      <td>/list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99°reefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;d...</td>\n",
       "      <td>lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                  广州工作  \\\n",
       "0                                                                                                https   \n",
       "1                                                                                     search.51job.com   \n",
       "2                                                          /list/030200,000000,0000,00,9,99,+,2,1.html   \n",
       "3                                                                                                        \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&ord_field=0&d...   \n",
       "5                                                                                                        \n",
       "\n",
       "                                                                                            广州_互联网产品经理  \n",
       "0                                                                                                https  \n",
       "1                                                                                     search.51job.com  \n",
       "2  /list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25...  \n",
       "3                                                                                                       \n",
       "4  lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=...  \n",
       "5                                                                                                       "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('max_colwidth',100)\n",
    "df=pd.concat([广州,广州_互联网产品经理],axis=1)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州工作                                                                  /list/030200,000000,0000,00,9,99,+,2,1.html\n",
       "广州_互联网产品经理    /list/030200,000000,0000,00,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25...\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#参数\n",
    "df.iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_互联网产品经理_拆分key =广州_互联网产品经理_url.split(\"?\")[0].split(\",\")[6]\n",
    "广州_互联网产品经理_拆分key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'+'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_拆分key =广州_url.split(\"?\")[0].split(\",\")[6]\n",
    "广州_拆分key"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'互联网产品经理'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "urllib.parse.unquote('%E4%BA%92%E8%81%94%E7%BD%91%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_构建=广州_互联网产品经理_url.split(\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'https://search.51job.com/list/030200',\n",
       " 1: '000000',\n",
       " 2: '0000',\n",
       " 3: '00',\n",
       " 4: '9',\n",
       " 5: '99',\n",
       " 6: '%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581%25E7%25BB%258F%25E7%2590%2586',\n",
       " 7: '2',\n",
       " 8: '1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='}"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list_序列=[0,1,2,3,4,5,6,7,8,]\n",
    "参数模版_dict=dict(zip(list_序列,list_构建))\n",
    "参数模版_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,0000,00,9,99,%E5%89%8D%E7%AB%AF%E5%B7%A5%E7%A8%8B%E5%B8%88,2,1.html?lang=c&postchannel=0000&workyear=99&cotype=99&degreefrom=99&jobterm=99&companysize=99&ord_field=0&dibiaoid=0&line=&welfare='"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def 参数模板生成(keyword):\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    参数模版_dict[6] = keyword_values\n",
    "    职位_url= \",\".join([str(v) for k,v in 参数模版_dict.items()]) \n",
    "    \n",
    "    return (职位_url)\n",
    "参数模板生成(\"前端工程师\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "数据提取=r.html.xpath('//script[@type=\"text/javascript\"]//text()')\n",
    "数据处理_dict=数据提取[0].split('__SEARCH_RESULT__ =')[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132092398',\n",
       "  'coid': '2758227',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132092398.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '招聘专员（外包）',\n",
       "  'job_title': '招聘专员（外包）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2758227.html',\n",
       "  'company_name': '字节跳动',\n",
       "  'providesalary_text': '0.7-1.2万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 20:30:14',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 租房补贴',\n",
       "  'jobwelf_list': ['下午茶',\n",
       "   '六险一金',\n",
       "   '团队氛围好',\n",
       "   '晋升空间大',\n",
       "   '扁平管理',\n",
       "   '用户过亿',\n",
       "   '大牛带队',\n",
       "   '免费三餐',\n",
       "   '弹性工作',\n",
       "   '租房补贴'],\n",
       "  'attribute_text': ['广州', '无需经验', '本科', '招2人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132092342',\n",
       "  'coid': '2522526',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132092342.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '资深品牌',\n",
       "  'job_title': '资深品牌',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2522526.html',\n",
       "  'company_name': '三七互娱',\n",
       "  'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '6',\n",
       "  'issuedate': '2021-05-20 20:20:13',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '员工旅游',\n",
       "   '交通补贴',\n",
       "   '餐饮补贴',\n",
       "   '通讯补贴',\n",
       "   '专业培训',\n",
       "   '绩效奖金',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '电脑补助'],\n",
       "  'attribute_text': ['广州', '5-7年经验', '本科', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '网络游戏',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132091796',\n",
       "  'coid': '672253',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/hangzhou\\\\/132091796.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '人事专员',\n",
       "  'job_title': '人事专员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co672253.html',\n",
       "  'company_name': '华住酒店管理有限公司',\n",
       "  'providesalary_text': '5-6千\\\\/月',\n",
       "  'workarea': '080200',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 20:10:58',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['异地招聘', '2年经验', '本科', '招4人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '酒店\\\\/旅游',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132087236',\n",
       "  'coid': '1433764',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-dlsz\\\\/132087236.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '高级制程工艺工程师--变压器',\n",
       "  'job_title': '高级制程工艺工程师--变压器',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1433764.html',\n",
       "  'company_name': '伟创力电源（东莞）有限公司',\n",
       "  'providesalary_text': '0.9-1.4万\\\\/月',\n",
       "  'workarea': '030821',\n",
       "  'workarea_text': '东莞-大岭山镇',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 19:59:00',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 年终奖金 定期体检 免费班车',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '定期体检', '免费班车'],\n",
       "  'attribute_text': ['东莞-大岭山镇', '3-4年经验', '大专', '招2人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132090681',\n",
       "  'coid': '5206803',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-nhq\\\\/132090681.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '团队销售代表',\n",
       "  'job_title': '团队销售代表',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5206803.html',\n",
       "  'company_name': '跨越速运集团有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030603',\n",
       "  'workarea_text': '佛山-南海区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '4',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 19:08:28',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['佛山-南海区', '无需经验', '中专', '招5人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '交通\\\\/运输\\\\/物流',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '125940332',\n",
       "  'coid': '2023161',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/125940332.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '物业弱电技工',\n",
       "  'job_title': '物业弱电技工',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2023161.html',\n",
       "  'company_name': '广东保利置业有限公司',\n",
       "  'providesalary_text': '4.5-5千\\\\/月',\n",
       "  'workarea': '030208',\n",
       "  'workarea_text': '广州-花都区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '3',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 19:08:09',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '带薪年假 五险一金 专业培训 高温补贴 餐饮补贴',\n",
       "  'jobwelf_list': ['带薪年假', '五险一金', '专业培训', '高温补贴', '餐饮补贴'],\n",
       "  'attribute_text': ['广州-花都区', '1年经验', '中技', '招3人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '房地产',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132091077',\n",
       "  'coid': '1609778',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132091077.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '爱家产品经理',\n",
       "  'job_title': '爱家产品经理',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1609778.html',\n",
       "  'company_name': '保利地产投资顾问有限公司',\n",
       "  'providesalary_text': '2-2.5万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 18:40:39',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '餐饮补贴',\n",
       "   '绩效奖金',\n",
       "   '年终双薪',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '定期体检',\n",
       "   '交通补贴'],\n",
       "  'attribute_text': ['广州', '2年经验', '本科', '招1人'],\n",
       "  'companysize_text': '5000-10000人',\n",
       "  'companyind_text': '房地产',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '126949252',\n",
       "  'coid': '4933645',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/126949252.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '客户经理\\\\/销售经理（中山）',\n",
       "  'job_title': '客户经理\\\\/销售经理（中山）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4933645.html',\n",
       "  'company_name': '农夫山泉股份有限公司',\n",
       "  'providesalary_text': '1.2-2万\\\\/月',\n",
       "  'workarea': '030700',\n",
       "  'workarea_text': '中山',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 18:39:54',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '带薪年假 五险一金 专业培训 高温补贴 绩效奖金 节日福利 年终奖金 交通补贴 通讯补贴 餐饮补贴',\n",
       "  'jobwelf_list': ['带薪年假',\n",
       "   '五险一金',\n",
       "   '专业培训',\n",
       "   '高温补贴',\n",
       "   '绩效奖金',\n",
       "   '节日福利',\n",
       "   '年终奖金',\n",
       "   '交通补贴',\n",
       "   '通讯补贴',\n",
       "   '餐饮补贴'],\n",
       "  'attribute_text': ['中山', '3-4年经验', '大专', '招2人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132090471',\n",
       "  'coid': '1304750',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/132090471.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '车间统计文员',\n",
       "  'job_title': '车间统计文员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1304750.html',\n",
       "  'company_name': '徐福记国际控股集团有限公司',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030800',\n",
       "  'workarea_text': '东莞',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '3',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 18:21:06',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 免费班车 绩效奖金 年终奖金 弹性工作 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '免费班车', '绩效奖金', '年终奖金', '弹性工作', '定期体检'],\n",
       "  'attribute_text': ['东莞', '无需经验', '中技', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132088441',\n",
       "  'coid': '300121',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-gmq\\\\/132088441.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '护肤专家（FS高明店）',\n",
       "  'job_title': '护肤专家（FS高明店）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co300121.html',\n",
       "  'company_name': '广州屈臣氏个人用品商店有限公司',\n",
       "  'providesalary_text': '3-6千\\\\/月',\n",
       "  'workarea': '030605',\n",
       "  'workarea_text': '佛山-高明区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 17:41:29',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 带薪年假 节日福利 专业培训 全勤奖 岗位津贴 销售提成 带薪病假 工会福利 试用期全额',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '专业培训',\n",
       "   '全勤奖',\n",
       "   '岗位津贴',\n",
       "   '销售提成',\n",
       "   '带薪病假',\n",
       "   '工会福利',\n",
       "   '试用期全额'],\n",
       "  'attribute_text': ['佛山-高明区', '无需经验', '招2人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '批发\\\\/零售',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132088139',\n",
       "  'coid': '2381155',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-dcq\\\\/132088139.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '产品销售',\n",
       "  'job_title': '产品销售',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2381155.html',\n",
       "  'company_name': '美团',\n",
       "  'providesalary_text': '0.5-1万\\\\/月',\n",
       "  'workarea': '030803',\n",
       "  'workarea_text': '东莞-东城区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 17:40:02',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利',\n",
       "  'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '交通补贴', '弹性工作', '专业培训', '节日福利'],\n",
       "  'attribute_text': ['东莞-东城区', '3-4年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086952',\n",
       "  'coid': '5822010',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ccq\\\\/132086952.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '物业管家',\n",
       "  'job_title': '物业管家',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5822010.html',\n",
       "  'company_name': '广东绿城物业服务有限公司',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030601',\n",
       "  'workarea_text': '佛山-禅城区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 17:20:22',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '包住宿 加班补贴 节日福利 带薪年假 周末双休 五险一金 做五休二 包吃 包三餐 通讯补贴',\n",
       "  'jobwelf_list': ['包住宿',\n",
       "   '加班补贴',\n",
       "   '节日福利',\n",
       "   '带薪年假',\n",
       "   '周末双休',\n",
       "   '五险一金',\n",
       "   '做五休二',\n",
       "   '包吃',\n",
       "   '包三餐',\n",
       "   '通讯补贴'],\n",
       "  'attribute_text': ['佛山-禅城区', '1年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '建筑\\\\/建材\\\\/工程',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086879',\n",
       "  'coid': '587406',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132086879.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '(Senior) Finance Officer- Budget & Forecast',\n",
       "  'job_title': '(Senior) Finance Officer- Budget & Forecast',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co587406.html',\n",
       "  'company_name': '屈臣氏个人用品商店有限公司',\n",
       "  'providesalary_text': '1-2万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 17:20:04',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险',\n",
       "  'jobwelf_list': ['周末双休', '大平台', '牛人多', '氛围好', '五险一金', '补充医疗保险'],\n",
       "  'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '批发\\\\/零售',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086602',\n",
       "  'coid': '5435008',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '1',\n",
       "  'job_href': 'http:\\\\/\\\\/gechina.51job.com\\\\/sc\\\\/jobdetail.html?jobid=132086602',\n",
       "  'job_name': 'BOM Engineer R3573220',\n",
       "  'job_title': 'BOM Engineer R3573220',\n",
       "  'company_href': 'http:\\\\/\\\\/gechina.51job.com',\n",
       "  'company_name': 'GE可再生能源',\n",
       "  'providesalary_text': '1.5-2万\\\\/月',\n",
       "  'workarea': '030000',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '6',\n",
       "  'issuedate': '2021-05-20 17:16:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['异地招聘', '5-7年经验', '本科', '招1人'],\n",
       "  'companysize_text': '5000-10000人',\n",
       "  'companyind_text': '新能源',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086628',\n",
       "  'coid': '3870446',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/132086628.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '空调软件开发工程师',\n",
       "  'job_title': '空调软件开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3870446.html',\n",
       "  'company_name': '广州松下空调器有限公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 17:11:57',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '交通补贴',\n",
       "   '绩效奖金',\n",
       "   '餐饮补贴',\n",
       "   '免费班车',\n",
       "   '员工旅游',\n",
       "   '出国机会',\n",
       "   '定期体检',\n",
       "   '专业培训',\n",
       "   '年终奖金'],\n",
       "  'attribute_text': ['广州-番禺区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '家具\\\\/家电\\\\/玩具\\\\/礼品',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086437',\n",
       "  'coid': '4400526',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/132086437.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '广州获客BDM',\n",
       "  'job_title': '广州获客BDM',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4400526.html',\n",
       "  'company_name': '美团',\n",
       "  'providesalary_text': '1.4-2万\\\\/月',\n",
       "  'workarea': '030201',\n",
       "  'workarea_text': '广州-越秀区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 17:11:14',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-越秀区', '2年经验', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132086011',\n",
       "  'coid': '5487324',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132086011.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '安全总监\\\\/项目安全负责人',\n",
       "  'job_title': '安全总监\\\\/项目安全负责人',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5487324.html',\n",
       "  'company_name': '中建国际投资（广东）有限公司',\n",
       "  'providesalary_text': '2-3万\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '6',\n",
       "  'issuedate': '2021-05-20 17:02:44',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['异地招聘', '5-7年经验', '本科', '招5人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '房地产',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132085353',\n",
       "  'coid': '2521124',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132085353.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '储备区域经理',\n",
       "  'job_title': '储备区域经理',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2521124.html',\n",
       "  'company_name': '良品铺子股份有限公司',\n",
       "  'providesalary_text': '0.6-1万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 17:00:45',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '定期体检', '带薪年假', '节日福利', '通讯补贴'],\n",
       "  'attribute_text': ['广州', '2年经验', '大专', '招2人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '119381748',\n",
       "  'coid': '3010',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/119381748.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '可口可乐- 销售代表（广州-连锁便利店）',\n",
       "  'job_title': '可口可乐- 销售代表（广州-连锁便利店）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3010.html',\n",
       "  'company_name': '广东太古可口可乐有限公司',\n",
       "  'providesalary_text': '7-9千\\\\/月',\n",
       "  'workarea': '030203',\n",
       "  'workarea_text': '广州-海珠区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '合资',\n",
       "  'degreefrom': '2',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 17:00:43',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '补充医疗保险',\n",
       "   '年终奖金',\n",
       "   '专业培训',\n",
       "   '带薪年假',\n",
       "   '绩效奖金',\n",
       "   '餐饮补贴',\n",
       "   '交通补贴',\n",
       "   '高温补贴'],\n",
       "  'attribute_text': ['广州-海珠区', '2年经验', '高中', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132080154',\n",
       "  'coid': '121740',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/qingyuan\\\\/132080154.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '设备工程师(清远)',\n",
       "  'job_title': '设备工程师(清远)',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co121740.html',\n",
       "  'company_name': '广州立邦涂料有限公司',\n",
       "  'providesalary_text': '0.7-1万\\\\/月',\n",
       "  'workarea': '031900',\n",
       "  'workarea_text': '清远',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 16:44:12',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 免费班车 员工旅游 通讯补贴 专业培训 绩效奖金 定期体检',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '补充医疗保险',\n",
       "   '免费班车',\n",
       "   '员工旅游',\n",
       "   '通讯补贴',\n",
       "   '专业培训',\n",
       "   '绩效奖金',\n",
       "   '定期体检'],\n",
       "  'attribute_text': ['清远', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '石油\\\\/化工\\\\/矿产\\\\/地质',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132084193',\n",
       "  'coid': '5942657',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/132084193.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '会计',\n",
       "  'job_title': '会计',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5942657.html',\n",
       "  'company_name': '蒂升电梯（中国）有限公司【原蒂森克虏伯电梯】',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030700',\n",
       "  'workarea_text': '中山',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 16:40:58',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['中山', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '117445013',\n",
       "  'coid': '234501',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/117445013.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '采购专员（日语）',\n",
       "  'job_title': '采购专员（日语）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co234501.html',\n",
       "  'company_name': '松下电器全球采购（中国）有限公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 16:39:53',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假',\n",
       "  'jobwelf_list': ['通讯补贴', '补充公积金', '员工旅游', '绩效奖金', '五险一金', '定期体检', '带薪年假'],\n",
       "  'attribute_text': ['广州-番禺区', '1年经验', '本科', '招1人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '贸易\\\\/进出口',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131900853',\n",
       "  'coid': '3685559',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan\\\\/131900853.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '店员\\\\/营业员',\n",
       "  'job_title': '店员\\\\/营业员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3685559.html',\n",
       "  'company_name': '潘多拉珠宝（上海）有限公司',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030800',\n",
       "  'workarea_text': '东莞',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 16:27:01',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '带薪年假 五险一金 绩效奖金 节日福利',\n",
       "  'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '节日福利'],\n",
       "  'attribute_text': ['东莞', '无需经验', '招若干人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '批发\\\\/零售',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131067614',\n",
       "  'coid': '1265851',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/huizhou\\\\/131067614.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '销售业代（惠州',\n",
       "  'job_title': '销售业代（惠州',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1265851.html',\n",
       "  'company_name': '农夫山泉股份有限公司',\n",
       "  'providesalary_text': '0.6-1万\\\\/月',\n",
       "  'workarea': '030300',\n",
       "  'workarea_text': '惠州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '2',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 16:25:09',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 交通补贴 通讯补贴 带薪年假 高温补贴',\n",
       "  'jobwelf_list': ['五险一金', '交通补贴', '通讯补贴', '带薪年假', '高温补贴'],\n",
       "  'attribute_text': ['惠州', '2年经验', '高中', '招2人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132081578',\n",
       "  'coid': '1339600',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-nsq\\\\/132081578.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'project cost analyst',\n",
       "  'job_title': 'project cost analyst',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1339600.html',\n",
       "  'company_name': '广州安费诺诚信软性电路有限公司',\n",
       "  'providesalary_text': '1-1.8万\\\\/月',\n",
       "  'workarea': '030209',\n",
       "  'workarea_text': '广州-南沙区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 16:01:38',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金',\n",
       "  'jobwelf_list': ['五险一金', '免费班车', '员工旅游', '餐饮补贴', '通讯补贴', '年终奖金'],\n",
       "  'attribute_text': ['广州-南沙区', '3-4年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132081360',\n",
       "  'coid': '2323724',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-ncq\\\\/132081360.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '推广助理',\n",
       "  'job_title': '推广助理',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2323724.html',\n",
       "  'company_name': '嘉顿食品贸易（中国）有限公司',\n",
       "  'providesalary_text': '4.5-6千\\\\/月',\n",
       "  'workarea': '030802',\n",
       "  'workarea_text': '东莞-南城区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 16:00:41',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 带薪年假 节日福利 工作餐 员工旅游 周末双休',\n",
       "  'jobwelf_list': ['五险一金', '年终奖金', '带薪年假', '节日福利', '工作餐', '员工旅游', '周末双休'],\n",
       "  'attribute_text': ['东莞-南城区', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '121901419',\n",
       "  'coid': '3584343',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-zmtz\\\\/121901419.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'NPI技术员',\n",
       "  'job_title': 'NPI技术员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3584343.html',\n",
       "  'company_name': '博世激光仪器（东莞）有限公司',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030820',\n",
       "  'workarea_text': '东莞-樟木头镇',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 16:00:23',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '免费班车 专业培训 弹性工作 绩效奖金 年终奖金 五险一金 补充医疗保险',\n",
       "  'jobwelf_list': ['免费班车', '专业培训', '弹性工作', '绩效奖金', '年终奖金', '五险一金', '补充医疗保险'],\n",
       "  'attribute_text': ['东莞-樟木头镇', '3-4年经验', '大专', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '131734232',\n",
       "  'coid': '274497',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131734232.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '店长 - 万国工厂店 ID-78420',\n",
       "  'job_title': '店长 - 万国工厂店 ID-78420',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co274497.html',\n",
       "  'company_name': '新百伦贸易（中国）有限公司',\n",
       "  'providesalary_text': '0.8-1万\\\\/月',\n",
       "  'workarea': '030203',\n",
       "  'workarea_text': '广州-海珠区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '7',\n",
       "  'issuedate': '2021-05-20 15:54:20',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 带薪年假 专业培训 节日福利 商业保险',\n",
       "  'jobwelf_list': ['五险一金', '带薪年假', '专业培训', '节日福利', '商业保险'],\n",
       "  'attribute_text': ['广州-海珠区', '8-9年经验', '大专', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '服装\\\\/纺织\\\\/皮革',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '129331832',\n",
       "  'coid': '2485502',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shanghai-pdxq\\\\/129331832.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Java（Remote）',\n",
       "  'job_title': 'Java（Remote）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2485502.html',\n",
       "  'company_name': '普华永道信息技术（上海）有限公司',\n",
       "  'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "  'workarea': '021000',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 15:51:06',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '通讯补贴', '弹性工作', '出国机会'],\n",
       "  'attribute_text': ['异地招聘', '3-4年经验', '本科', '招20人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '计算机软件',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132080079',\n",
       "  'coid': '2626838',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-dcq\\\\/132080079.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '检验储备干部',\n",
       "  'job_title': '检验储备干部',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2626838.html',\n",
       "  'company_name': '华润雪花啤酒(广东)有限公司',\n",
       "  'providesalary_text': '4.8-8千\\\\/月',\n",
       "  'workarea': '030803',\n",
       "  'workarea_text': '东莞-东城区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 15:50:14',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 弹性工作',\n",
       "  'jobwelf_list': ['五险一金', '年终奖金', '弹性工作'],\n",
       "  'attribute_text': ['东莞-东城区', '无需经验', '大专', '招1人'],\n",
       "  'companysize_text': '150-500人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132079949',\n",
       "  'coid': '110741',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/132079949.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '档案管理专员（校招）',\n",
       "  'job_title': '档案管理专员（校招）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co110741.html',\n",
       "  'company_name': '必维集团 CIF China',\n",
       "  'providesalary_text': '5-7千\\\\/月',\n",
       "  'workarea': '030700',\n",
       "  'workarea_text': '中山',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 15:40:39',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 专业培训 年终奖金 弹性工作 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '专业培训', '年终奖金', '弹性工作', '定期体检'],\n",
       "  'attribute_text': ['中山', '无需经验', '大专', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '检测，认证',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132079830',\n",
       "  'coid': '1991749',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132079830.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '智能信息事业群UC事业部-产品运营-广州',\n",
       "  'job_title': '智能信息事业群UC事业部-产品运营-广州',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991749.html',\n",
       "  'company_name': '阿里巴巴集团',\n",
       "  'providesalary_text': '',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 15:33:38',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州', '2年经验', '本科', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132074439',\n",
       "  'coid': '2580361',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132074439.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '销售助理SA',\n",
       "  'job_title': '销售助理SA',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2580361.html',\n",
       "  'company_name': '上海中智项目外包咨询服务有限公司（惠氏项目）',\n",
       "  'providesalary_text': '6.5-8千\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 15:26:02',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 年终奖金 带薪年假 周末双休',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '带薪年假', '周末双休'],\n",
       "  'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '医疗\\\\/护理\\\\/卫生',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132076799',\n",
       "  'coid': '3645991',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/132076799.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '网电销售专员',\n",
       "  'job_title': '网电销售专员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3645991.html',\n",
       "  'company_name': '网易集团',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 15:05:55',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金',\n",
       "  'jobwelf_list': ['专业培训', '餐饮补贴', '免费班车', '五险一金', '年终奖金', '绩效奖金'],\n",
       "  'attribute_text': ['广州-天河区', '无需经验', '大专', '招10人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '网络游戏',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132074466',\n",
       "  'coid': '642218',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132074466.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '北美零部件项目工程师',\n",
       "  'job_title': '北美零部件项目工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co642218.html',\n",
       "  'company_name': 'SGS通标标准技术服务有限公司广州分公司',\n",
       "  'providesalary_text': '0.7-1万\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '合资',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 14:59:37',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利',\n",
       "  'jobwelf_list': ['专业培训',\n",
       "   '免费班车',\n",
       "   '五险一金',\n",
       "   '员工旅游',\n",
       "   '年终奖金',\n",
       "   '员工食堂',\n",
       "   '定期体检',\n",
       "   '带薪年假',\n",
       "   '高温补贴',\n",
       "   '节日福利'],\n",
       "  'attribute_text': ['广州-黄埔区', '1年经验', '大专', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '检测，认证',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132055267',\n",
       "  'coid': '4312938',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132055267.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '国企直招 理财规划师 4800底薪 双休',\n",
       "  'job_title': '国企直招 理财规划师 4800底薪 双休',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4312938.html',\n",
       "  'company_name': '中国太平洋保险集团金玉兰财富管理中心',\n",
       "  'providesalary_text': '10-15万\\\\/年',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '国企',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 14:44:02',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '补充医疗保险',\n",
       "   '企业年金',\n",
       "   '绩效奖金',\n",
       "   '年终奖金',\n",
       "   '专业培训',\n",
       "   '出国机会',\n",
       "   '弹性工作',\n",
       "   '定期体检'],\n",
       "  'attribute_text': ['广州', '3-4年经验', '本科', '招8人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '保险',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132069619',\n",
       "  'coid': '5412672',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/zhongshan\\\\/132069619.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '南区-医学信息沟通专员-中山',\n",
       "  'job_title': '南区-医学信息沟通专员-中山',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5412672.html',\n",
       "  'company_name': '晖致医药有限公司',\n",
       "  'providesalary_text': '1-1.5万\\\\/月',\n",
       "  'workarea': '030700',\n",
       "  'workarea_text': '中山',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 14:36:05',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '带薪年假 节日福利 交通补贴 团队建设 五险一金 专业培训 年终奖金 定期体检 500强外企 员工旅游',\n",
       "  'jobwelf_list': ['带薪年假',\n",
       "   '节日福利',\n",
       "   '交通补贴',\n",
       "   '团队建设',\n",
       "   '五险一金',\n",
       "   '专业培训',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '500强外企',\n",
       "   '员工旅游'],\n",
       "  'attribute_text': ['中山', '1年经验', '本科', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '制药\\\\/生物工程',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '130566941',\n",
       "  'coid': '2786390',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/130566941.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '船务文员（五险一金+中期奖金+年终奖金+提供食宿）',\n",
       "  'job_title': '船务文员（五险一金+中期奖金+年终奖金+提供食宿）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2786390.html',\n",
       "  'company_name': '广东高壹工机有限公司',\n",
       "  'providesalary_text': '4.8-6.5千\\\\/月',\n",
       "  'workarea': '030207',\n",
       "  'workarea_text': '广州-番禺区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 14:30:53',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车',\n",
       "  'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '年终奖金', '定期体检', '免费班车'],\n",
       "  'attribute_text': ['广州-番禺区', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132074733',\n",
       "  'coid': '2975514',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-lbz\\\\/132074733.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '销售代表（东莞寮步+大岭山）',\n",
       "  'job_title': '销售代表（东莞寮步+大岭山）',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2975514.html',\n",
       "  'company_name': '深圳百事可乐饮料有限公司',\n",
       "  'providesalary_text': '4-6千\\\\/月',\n",
       "  'workarea': '030815',\n",
       "  'workarea_text': '东莞-寮步镇',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '2',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 14:30:06',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 交通补贴 员工旅游 年终奖金 绩效奖金 带薪年假 法定节假日 生日福利 通讯补贴 高温补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '交通补贴',\n",
       "   '员工旅游',\n",
       "   '年终奖金',\n",
       "   '绩效奖金',\n",
       "   '带薪年假',\n",
       "   '法定节假日',\n",
       "   '生日福利',\n",
       "   '通讯补贴',\n",
       "   '高温补贴'],\n",
       "  'attribute_text': ['东莞-寮步镇', '1年经验', '高中', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132072265',\n",
       "  'coid': '639201',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ssq\\\\/132072265.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '高薪业务代表-三水-康师傅饮品',\n",
       "  'job_title': '高薪业务代表-三水-康师傅饮品',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co639201.html',\n",
       "  'company_name': '康师傅控股广州顶津食品有限公司',\n",
       "  'providesalary_text': '4-9千\\\\/月',\n",
       "  'workarea': '030604',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '2',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 14:10:57',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '带薪年假',\n",
       "   '高温补贴',\n",
       "   '交通补贴',\n",
       "   '节日福利',\n",
       "   '全勤奖',\n",
       "   '绩效奖金',\n",
       "   '培训拓展'],\n",
       "  'attribute_text': ['异地招聘', '无需经验', '高中', '招若干人'],\n",
       "  'companysize_text': '5000-10000人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '124712816',\n",
       "  'coid': '2216730',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/foshan-ccq\\\\/124712816.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '销售顾问 Sales Associate - 佛山王府井店',\n",
       "  'job_title': '销售顾问 Sales Associate - 佛山王府井店',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2216730.html',\n",
       "  'company_name': 'HUGO BOSS',\n",
       "  'providesalary_text': '6-8千\\\\/月',\n",
       "  'workarea': '030601',\n",
       "  'workarea_text': '佛山-禅城区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '2',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 14:04:36',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '带薪年假 五险一金 绩效奖金 节日福利 餐饮补贴 专业培训 补充医疗保险',\n",
       "  'jobwelf_list': ['带薪年假', '五险一金', '绩效奖金', '节日福利', '餐饮补贴', '专业培训', '补充医疗保险'],\n",
       "  'attribute_text': ['佛山-禅城区', '2年经验', '高中', '招若干人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '批发\\\\/零售',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132072899',\n",
       "  'coid': '4013488',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/shenzhen-lhq\\\\/132072899.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'FA失效分析工程师',\n",
       "  'job_title': 'FA失效分析工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4013488.html',\n",
       "  'company_name': '富士康科技集团CMBU',\n",
       "  'providesalary_text': '0.6-1万\\\\/月',\n",
       "  'workarea': '041000',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 14:00:25',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 年终奖金 专业培训 弹性工作 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '年终奖金', '专业培训', '弹性工作', '定期体检'],\n",
       "  'attribute_text': ['异地招聘', '2年经验', '大专', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '电子技术\\\\/半导体\\\\/集成电路',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132072282',\n",
       "  'coid': '1991799',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-cpz\\\\/132072282.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': 'Quality Engineer 质量工程师',\n",
       "  'job_title': 'Quality Engineer 质量工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1991799.html',\n",
       "  'company_name': '伊顿电气集团(EATON)',\n",
       "  'providesalary_text': '',\n",
       "  'workarea': '030814',\n",
       "  'workarea_text': '东莞-常平镇',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（欧美）',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '6',\n",
       "  'issuedate': '2021-05-20 13:41:50',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '工作餐 五险一金 补充医疗保险 年终奖金 定期体检 平台大 公司前景好 节日福利',\n",
       "  'jobwelf_list': ['工作餐',\n",
       "   '五险一金',\n",
       "   '补充医疗保险',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '平台大',\n",
       "   '公司前景好',\n",
       "   '节日福利'],\n",
       "  'attribute_text': ['东莞-常平镇', '5-7年经验', '本科', '招1人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '多元化业务集团公司',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132071132',\n",
       "  'coid': '2970846',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-chq\\\\/132071132.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '设备维修工',\n",
       "  'job_title': '设备维修工',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2970846.html',\n",
       "  'company_name': '江森自控日立万宝压缩机（广州）有限公司',\n",
       "  'providesalary_text': '0.5-1万\\\\/月',\n",
       "  'workarea': '030212',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '合资',\n",
       "  'degreefrom': '4',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 13:10:06',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假 高温补贴',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '补充医疗保险',\n",
       "   '免费班车',\n",
       "   '餐饮补贴',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '专业培训',\n",
       "   '节日福利',\n",
       "   '带薪年假',\n",
       "   '高温补贴'],\n",
       "  'attribute_text': ['异地招聘', '2年经验', '中专', '招若干人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '机械\\\\/设备\\\\/重工',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '125461210',\n",
       "  'coid': '138703',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '1',\n",
       "  'job_href': 'https:\\\\/\\\\/51rz.51job.com\\\\/job.html?jobid=125461210',\n",
       "  'job_name': '人事专员（驻点贝壳找房）',\n",
       "  'job_title': '人事专员（驻点贝壳找房）',\n",
       "  'company_href': 'http:\\\\/\\\\/51rz.51job.com\\\\/job.html?jobid=54832720&coid=138703',\n",
       "  'company_name': '“前程无忧”51job.com（广州）',\n",
       "  'providesalary_text': '5-7千\\\\/月',\n",
       "  'workarea': '030204',\n",
       "  'workarea_text': '广州-天河区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '外资（非欧美）',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '3',\n",
       "  'issuedate': '2021-05-20 11:57:09',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动',\n",
       "  'jobwelf_list': ['五险一金',\n",
       "   '专业培训',\n",
       "   '绩效奖金',\n",
       "   '年终奖金',\n",
       "   '定期体检',\n",
       "   '周末双休',\n",
       "   '节日福利',\n",
       "   '带薪年假',\n",
       "   '商业保险',\n",
       "   '团建活动'],\n",
       "  'attribute_text': ['广州-天河区', '1年经验', '大专', '招2人'],\n",
       "  'companysize_text': '500-1000人',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132069241',\n",
       "  'coid': '5103426',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/132069241.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '选址拓展经理',\n",
       "  'job_title': '选址拓展经理',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5103426.html',\n",
       "  'company_name': '美团',\n",
       "  'providesalary_text': '1.5-2万\\\\/月',\n",
       "  'workarea': '030200',\n",
       "  'workarea_text': '广州',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '5',\n",
       "  'issuedate': '2021-05-20 11:51:58',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴',\n",
       "  'jobwelf_list': ['五险一金', '专业培训', '定期体检', '绩效奖金', '餐饮补贴', '交通补贴'],\n",
       "  'attribute_text': ['广州', '3-4年经验', '大专', '招1人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132067775',\n",
       "  'coid': '154736',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/dongguan-sshq\\\\/132067775.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '软件开发工程师',\n",
       "  'job_title': '软件开发工程师',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co154736.html',\n",
       "  'company_name': '华为技术有限公司',\n",
       "  'providesalary_text': '1.3-3万\\\\/月',\n",
       "  'workarea': '030833',\n",
       "  'workarea_text': '异地招聘',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '6',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 11:39:26',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 补充医疗保险 年终奖金 股票期权 定期体检',\n",
       "  'jobwelf_list': ['五险一金', '补充医疗保险', '年终奖金', '股票期权', '定期体检'],\n",
       "  'attribute_text': ['异地招聘', '无需经验', '本科', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '通信\\\\/电信运营、增值服务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132066441',\n",
       "  'coid': '3846659',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/132066441.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '仓管员岗',\n",
       "  'job_title': '仓管员岗',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3846659.html',\n",
       "  'company_name': '京东商城华南区域分公司',\n",
       "  'providesalary_text': '5-7千\\\\/月',\n",
       "  'workarea': '030206',\n",
       "  'workarea_text': '广州-黄埔区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 11:32:42',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假',\n",
       "  'jobwelf_list': ['五险一金', '餐饮补贴', '绩效奖金', '年终奖金', '节日福利', '高温补贴', '带薪年假'],\n",
       "  'attribute_text': ['广州-黄埔区', '无需经验', '招若干人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132067607',\n",
       "  'coid': '2821227',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hdq\\\\/132067607.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '广州运营安全员',\n",
       "  'job_title': '广州运营安全员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2821227.html',\n",
       "  'company_name': '滴滴',\n",
       "  'providesalary_text': '7-9千\\\\/月',\n",
       "  'workarea': '030208',\n",
       "  'workarea_text': '广州-花都区',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '民营公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '10',\n",
       "  'issuedate': '2021-05-20 11:31:42',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '',\n",
       "  'jobwelf_list': [''],\n",
       "  'attribute_text': ['广州-花都区', '无需经验', '大专', '招20人'],\n",
       "  'companysize_text': '10000人以上',\n",
       "  'companyind_text': '互联网\\\\/电子商务',\n",
       "  'adid': ''},\n",
       " {'type': 'engine_search_result',\n",
       "  'jt': '0',\n",
       "  'tags': [],\n",
       "  'ad_track': '',\n",
       "  'jobid': '132065765',\n",
       "  'coid': '2198872',\n",
       "  'effect': '1',\n",
       "  'is_special_job': '',\n",
       "  'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/jiangmen\\\\/132065765.html?s=sou_sou_soulb&t=0',\n",
       "  'job_name': '督导员',\n",
       "  'job_title': '督导员',\n",
       "  'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2198872.html',\n",
       "  'company_name': '广东嘉士利食品集团有限公司',\n",
       "  'providesalary_text': '5-6千\\\\/月',\n",
       "  'workarea': '031500',\n",
       "  'workarea_text': '江门',\n",
       "  'updatedate': '05-20',\n",
       "  'iscommunicate': '',\n",
       "  'companytype_text': '上市公司',\n",
       "  'degreefrom': '5',\n",
       "  'workyear': '4',\n",
       "  'issuedate': '2021-05-20 11:10:22',\n",
       "  'isFromXyz': '',\n",
       "  'isIntern': '0',\n",
       "  'jobwelf': '五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假',\n",
       "  'jobwelf_list': ['五险一金', '绩效奖金', '节日福利', '交通补贴', '餐饮补贴', '带薪年假'],\n",
       "  'attribute_text': ['江门', '2年经验', '大专', '招1人'],\n",
       "  'companysize_text': '1000-5000人',\n",
       "  'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "  'adid': ''}]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "数据处理=eval(数据处理_dict)[\"engine_search_result\"]\n",
    "数据处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "详情网址=[i['job_href'] for i in 数据处理]\n",
    "公司名称=[i['company_name'] for i in 数据处理]\n",
    "地点=[i['workarea_text'] for i in 数据处理]\n",
    "工作=[i['job_name'] for i in 数据处理]\n",
    "类型=[i['companytype_text'] for i in 数据处理]\n",
    "福利=[i['jobwelf'] for i in 数据处理]\n",
    "薪资=[i['providesalary_text'] for i in 数据处理]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "def change_industry(i):\n",
    "    url = 参数模板生成(i)\n",
    "    session = HTMLSession()\n",
    "    r = session.get( url )\n",
    "    dict = {\n",
    "    \"公司名称\":[i['company_name'] for i in 数据处理],\n",
    "    \"工作\":[i['job_name'] for i in 数据处理],\n",
    "    \"地点\":[i['workarea_text'] for i in 数据处理],\n",
    "    \"薪水\":[i['providesalary_text'] for i in 数据处理],\n",
    "    \"公司概况\":[i['job_href'] for i in 数据处理],\n",
    "    \"福利\":[i['jobwelf'] for i in 数据处理],\n",
    "    }\n",
    "    数据字典 = {k:v for k,v in dict.items()}\n",
    "    数据 = pd.DataFrame(数据字典)\n",
    "    return(数据)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>公司名称</th>\n",
       "      <th>工作</th>\n",
       "      <th>地点</th>\n",
       "      <th>薪水</th>\n",
       "      <th>公司概况</th>\n",
       "      <th>福利</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>字节跳动</td>\n",
       "      <td>招聘专员（外包）</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.7-1.2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 租房补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>三七互娱</td>\n",
       "      <td>资深品牌</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.5-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>华住酒店管理有限公司</td>\n",
       "      <td>人事专员</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>伟创力电源（东莞）有限公司</td>\n",
       "      <td>高级制程工艺工程师--变压器</td>\n",
       "      <td>东莞-大岭山镇</td>\n",
       "      <td>0.9-1.4万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-dlsz\\/132087236.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 定期体检 免费班车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>跨越速运集团有限公司</td>\n",
       "      <td>团队销售代表</td>\n",
       "      <td>佛山-南海区</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-nhq\\/132090681.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>广东保利置业有限公司</td>\n",
       "      <td>物业弱电技工</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>4.5-5千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/125940332.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 餐饮补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>保利地产投资顾问有限公司</td>\n",
       "      <td>爱家产品经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>2-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>农夫山泉股份有限公司</td>\n",
       "      <td>客户经理\\/销售经理（中山）</td>\n",
       "      <td>中山</td>\n",
       "      <td>1.2-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/126949252.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 五险一金 专业培训 高温补贴 绩效奖金 节日福利 年终奖金 交通补贴 通讯补贴 餐饮补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>徐福记国际控股集团有限公司</td>\n",
       "      <td>车间统计文员</td>\n",
       "      <td>东莞</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/132090471.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 免费班车 绩效奖金 年终奖金 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>广州屈臣氏个人用品商店有限公司</td>\n",
       "      <td>护肤专家（FS高明店）</td>\n",
       "      <td>佛山-高明区</td>\n",
       "      <td>3-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-gmq\\/132088441.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 带薪年假 节日福利 专业培训 全勤奖 岗位津贴 销售提成 带薪病假 工会福利 试用期全额</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>美团</td>\n",
       "      <td>产品销售</td>\n",
       "      <td>东莞-东城区</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/132088139.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>广东绿城物业服务有限公司</td>\n",
       "      <td>物业管家</td>\n",
       "      <td>佛山-禅城区</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/132086952.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>包住宿 加班补贴 节日福利 带薪年假 周末双休 五险一金 做五休二 包吃 包三餐 通讯补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>屈臣氏个人用品商店有限公司</td>\n",
       "      <td>(Senior) Finance Officer- Budget &amp; Forecast</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/132086879.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>GE可再生能源</td>\n",
       "      <td>BOM Engineer R3573220</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>http:\\/\\/gechina.51job.com\\/sc\\/jobdetail.html?jobid=132086602</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>广州松下空调器有限公司</td>\n",
       "      <td>空调软件开发工程师</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/132086628.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>美团</td>\n",
       "      <td>广州获客BDM</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1.4-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/132086437.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>中建国际投资（广东）有限公司</td>\n",
       "      <td>安全总监\\/项目安全负责人</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>2-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132086011.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>良品铺子股份有限公司</td>\n",
       "      <td>储备区域经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>广东太古可口可乐有限公司</td>\n",
       "      <td>可口可乐- 销售代表（广州-连锁便利店）</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/119381748.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>广州立邦涂料有限公司</td>\n",
       "      <td>设备工程师(清远)</td>\n",
       "      <td>清远</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/qingyuan\\/132080154.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 员工旅游 通讯补贴 专业培训 绩效奖金 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>蒂升电梯（中国）有限公司【原蒂森克虏伯电梯】</td>\n",
       "      <td>会计</td>\n",
       "      <td>中山</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/132084193.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>松下电器全球采购（中国）有限公司</td>\n",
       "      <td>采购专员（日语）</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/117445013.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>潘多拉珠宝（上海）有限公司</td>\n",
       "      <td>店员\\/营业员</td>\n",
       "      <td>东莞</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan\\/131900853.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 五险一金 绩效奖金 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>农夫山泉股份有限公司</td>\n",
       "      <td>销售业代（惠州</td>\n",
       "      <td>惠州</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/huizhou\\/131067614.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 交通补贴 通讯补贴 带薪年假 高温补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>广州安费诺诚信软性电路有限公司</td>\n",
       "      <td>project cost analyst</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>1-1.8万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/132081578.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>嘉顿食品贸易（中国）有限公司</td>\n",
       "      <td>推广助理</td>\n",
       "      <td>东莞-南城区</td>\n",
       "      <td>4.5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-ncq\\/132081360.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 带薪年假 节日福利 工作餐 员工旅游 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>博世激光仪器（东莞）有限公司</td>\n",
       "      <td>NPI技术员</td>\n",
       "      <td>东莞-樟木头镇</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-zmtz\\/121901419.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>免费班车 专业培训 弹性工作 绩效奖金 年终奖金 五险一金 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>新百伦贸易（中国）有限公司</td>\n",
       "      <td>店长 - 万国工厂店 ID-78420</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>0.8-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131734232.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 带薪年假 专业培训 节日福利 商业保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>普华永道信息技术（上海）有限公司</td>\n",
       "      <td>Java（Remote）</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>1.5-2.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/129331832.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>华润雪花啤酒(广东)有限公司</td>\n",
       "      <td>检验储备干部</td>\n",
       "      <td>东莞-东城区</td>\n",
       "      <td>4.8-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/132080079.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 弹性工作</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>必维集团 CIF China</td>\n",
       "      <td>档案管理专员（校招）</td>\n",
       "      <td>中山</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/132079949.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 专业培训 年终奖金 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>阿里巴巴集团</td>\n",
       "      <td>智能信息事业群UC事业部-产品运营-广州</td>\n",
       "      <td>广州</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>上海中智项目外包咨询服务有限公司（惠氏项目）</td>\n",
       "      <td>销售助理SA</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6.5-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132074439.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 带薪年假 周末双休</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>网易集团</td>\n",
       "      <td>网电销售专员</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132076799.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>SGS通标标准技术服务有限公司广州分公司</td>\n",
       "      <td>北美零部件项目工程师</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>0.7-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/132074466.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>中国太平洋保险集团金玉兰财富管理中心</td>\n",
       "      <td>国企直招 理财规划师 4800底薪 双休</td>\n",
       "      <td>广州</td>\n",
       "      <td>10-15万\\/年</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>晖致医药有限公司</td>\n",
       "      <td>南区-医学信息沟通专员-中山</td>\n",
       "      <td>中山</td>\n",
       "      <td>1-1.5万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/zhongshan\\/132069619.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 节日福利 交通补贴 团队建设 五险一金 专业培训 年终奖金 定期体检 500强外企 员工旅游</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>广东高壹工机有限公司</td>\n",
       "      <td>船务文员（五险一金+中期奖金+年终奖金+提供食宿）</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>4.8-6.5千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/130566941.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>深圳百事可乐饮料有限公司</td>\n",
       "      <td>销售代表（东莞寮步+大岭山）</td>\n",
       "      <td>东莞-寮步镇</td>\n",
       "      <td>4-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-lbz\\/132074733.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 交通补贴 员工旅游 年终奖金 绩效奖金 带薪年假 法定节假日 生日福利 通讯补贴 高温补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>康师傅控股广州顶津食品有限公司</td>\n",
       "      <td>高薪业务代表-三水-康师傅饮品</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>4-9千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ssq\\/132072265.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>HUGO BOSS</td>\n",
       "      <td>销售顾问 Sales Associate - 佛山王府井店</td>\n",
       "      <td>佛山-禅城区</td>\n",
       "      <td>6-8千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/foshan-ccq\\/124712816.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>带薪年假 五险一金 绩效奖金 节日福利 餐饮补贴 专业培训 补充医疗保险</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>富士康科技集团CMBU</td>\n",
       "      <td>FA失效分析工程师</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>0.6-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/shenzhen-lhq\\/132072899.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 年终奖金 专业培训 弹性工作 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>伊顿电气集团(EATON)</td>\n",
       "      <td>Quality Engineer 质量工程师</td>\n",
       "      <td>东莞-常平镇</td>\n",
       "      <td></td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-cpz\\/132072282.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>工作餐 五险一金 补充医疗保险 年终奖金 定期体检 平台大 公司前景好 节日福利</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>江森自控日立万宝压缩机（广州）有限公司</td>\n",
       "      <td>设备维修工</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>0.5-1万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/132071132.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假 高温补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>“前程无忧”51job.com（广州）</td>\n",
       "      <td>人事专员（驻点贝壳找房）</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>https:\\/\\/51rz.51job.com\\/job.html?jobid=125461210</td>\n",
       "      <td>五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>美团</td>\n",
       "      <td>选址拓展经理</td>\n",
       "      <td>广州</td>\n",
       "      <td>1.5-2万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>华为技术有限公司</td>\n",
       "      <td>软件开发工程师</td>\n",
       "      <td>异地招聘</td>\n",
       "      <td>1.3-3万\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/132067775.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 补充医疗保险 年终奖金 股票期权 定期体检</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>京东商城华南区域分公司</td>\n",
       "      <td>仓管员岗</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>5-7千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/132066441.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>滴滴</td>\n",
       "      <td>广州运营安全员</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>7-9千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/132067607.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>广东嘉士利食品集团有限公司</td>\n",
       "      <td>督导员</td>\n",
       "      <td>江门</td>\n",
       "      <td>5-6千\\/月</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/jiangmen\\/132065765.html?s=sou_sou_soulb&amp;t=0</td>\n",
       "      <td>五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      公司名称                                           工作  \\\n",
       "0                     字节跳动                                     招聘专员（外包）   \n",
       "1                     三七互娱                                         资深品牌   \n",
       "2               华住酒店管理有限公司                                         人事专员   \n",
       "3            伟创力电源（东莞）有限公司                               高级制程工艺工程师--变压器   \n",
       "4               跨越速运集团有限公司                                       团队销售代表   \n",
       "5               广东保利置业有限公司                                       物业弱电技工   \n",
       "6             保利地产投资顾问有限公司                                       爱家产品经理   \n",
       "7               农夫山泉股份有限公司                               客户经理\\/销售经理（中山）   \n",
       "8            徐福记国际控股集团有限公司                                       车间统计文员   \n",
       "9          广州屈臣氏个人用品商店有限公司                                  护肤专家（FS高明店）   \n",
       "10                      美团                                         产品销售   \n",
       "11            广东绿城物业服务有限公司                                         物业管家   \n",
       "12           屈臣氏个人用品商店有限公司  (Senior) Finance Officer- Budget & Forecast   \n",
       "13                 GE可再生能源                        BOM Engineer R3573220   \n",
       "14             广州松下空调器有限公司                                    空调软件开发工程师   \n",
       "15                      美团                                      广州获客BDM   \n",
       "16          中建国际投资（广东）有限公司                                安全总监\\/项目安全负责人   \n",
       "17              良品铺子股份有限公司                                       储备区域经理   \n",
       "18            广东太古可口可乐有限公司                         可口可乐- 销售代表（广州-连锁便利店）   \n",
       "19              广州立邦涂料有限公司                                    设备工程师(清远)   \n",
       "20  蒂升电梯（中国）有限公司【原蒂森克虏伯电梯】                                           会计   \n",
       "21        松下电器全球采购（中国）有限公司                                     采购专员（日语）   \n",
       "22           潘多拉珠宝（上海）有限公司                                      店员\\/营业员   \n",
       "23              农夫山泉股份有限公司                                      销售业代（惠州   \n",
       "24         广州安费诺诚信软性电路有限公司                         project cost analyst   \n",
       "25          嘉顿食品贸易（中国）有限公司                                         推广助理   \n",
       "26          博世激光仪器（东莞）有限公司                                       NPI技术员   \n",
       "27           新百伦贸易（中国）有限公司                          店长 - 万国工厂店 ID-78420   \n",
       "28        普华永道信息技术（上海）有限公司                                 Java（Remote）   \n",
       "29          华润雪花啤酒(广东)有限公司                                       检验储备干部   \n",
       "30          必维集团 CIF China                                   档案管理专员（校招）   \n",
       "31                  阿里巴巴集团                         智能信息事业群UC事业部-产品运营-广州   \n",
       "32  上海中智项目外包咨询服务有限公司（惠氏项目）                                       销售助理SA   \n",
       "33                    网易集团                                       网电销售专员   \n",
       "34    SGS通标标准技术服务有限公司广州分公司                                   北美零部件项目工程师   \n",
       "35      中国太平洋保险集团金玉兰财富管理中心                         国企直招 理财规划师 4800底薪 双休   \n",
       "36                晖致医药有限公司                               南区-医学信息沟通专员-中山   \n",
       "37              广东高壹工机有限公司                    船务文员（五险一金+中期奖金+年终奖金+提供食宿）   \n",
       "38            深圳百事可乐饮料有限公司                               销售代表（东莞寮步+大岭山）   \n",
       "39         康师傅控股广州顶津食品有限公司                              高薪业务代表-三水-康师傅饮品   \n",
       "40               HUGO BOSS                销售顾问 Sales Associate - 佛山王府井店   \n",
       "41             富士康科技集团CMBU                                    FA失效分析工程师   \n",
       "42           伊顿电气集团(EATON)                       Quality Engineer 质量工程师   \n",
       "43     江森自控日立万宝压缩机（广州）有限公司                                        设备维修工   \n",
       "44     “前程无忧”51job.com（广州）                                 人事专员（驻点贝壳找房）   \n",
       "45                      美团                                       选址拓展经理   \n",
       "46                华为技术有限公司                                      软件开发工程师   \n",
       "47             京东商城华南区域分公司                                         仓管员岗   \n",
       "48                      滴滴                                      广州运营安全员   \n",
       "49           广东嘉士利食品集团有限公司                                          督导员   \n",
       "\n",
       "         地点           薪水  \\\n",
       "0        广州  0.7-1.2万\\/月   \n",
       "1        广州  1.5-1.8万\\/月   \n",
       "2      异地招聘      5-6千\\/月   \n",
       "3   东莞-大岭山镇  0.9-1.4万\\/月   \n",
       "4    佛山-南海区    0.8-1万\\/月   \n",
       "5    广州-花都区    4.5-5千\\/月   \n",
       "6        广州    2-2.5万\\/月   \n",
       "7        中山    1.2-2万\\/月   \n",
       "8        东莞    4.5-6千\\/月   \n",
       "9    佛山-高明区      3-6千\\/月   \n",
       "10   东莞-东城区    0.5-1万\\/月   \n",
       "11   佛山-禅城区    4.5-6千\\/月   \n",
       "12   广州-越秀区      1-2万\\/月   \n",
       "13     异地招聘    1.5-2万\\/月   \n",
       "14   广州-番禺区      6-8千\\/月   \n",
       "15   广州-越秀区    1.4-2万\\/月   \n",
       "16     异地招聘      2-3万\\/月   \n",
       "17       广州    0.6-1万\\/月   \n",
       "18   广州-海珠区      7-9千\\/月   \n",
       "19       清远    0.7-1万\\/月   \n",
       "20       中山    4.5-6千\\/月   \n",
       "21   广州-番禺区      6-8千\\/月   \n",
       "22       东莞    4.5-6千\\/月   \n",
       "23       惠州    0.6-1万\\/月   \n",
       "24   广州-南沙区    1-1.8万\\/月   \n",
       "25   东莞-南城区    4.5-6千\\/月   \n",
       "26  东莞-樟木头镇      6-8千\\/月   \n",
       "27   广州-海珠区    0.8-1万\\/月   \n",
       "28     异地招聘  1.5-2.5万\\/月   \n",
       "29   东莞-东城区    4.8-8千\\/月   \n",
       "30       中山      5-7千\\/月   \n",
       "31       广州                \n",
       "32   广州-天河区    6.5-8千\\/月   \n",
       "33   广州-天河区      6-8千\\/月   \n",
       "34   广州-黄埔区    0.7-1万\\/月   \n",
       "35       广州    10-15万\\/年   \n",
       "36       中山    1-1.5万\\/月   \n",
       "37   广州-番禺区  4.8-6.5千\\/月   \n",
       "38   东莞-寮步镇      4-6千\\/月   \n",
       "39     异地招聘      4-9千\\/月   \n",
       "40   佛山-禅城区      6-8千\\/月   \n",
       "41     异地招聘    0.6-1万\\/月   \n",
       "42   东莞-常平镇                \n",
       "43     异地招聘    0.5-1万\\/月   \n",
       "44   广州-天河区      5-7千\\/月   \n",
       "45       广州    1.5-2万\\/月   \n",
       "46     异地招聘    1.3-3万\\/月   \n",
       "47   广州-黄埔区      5-7千\\/月   \n",
       "48   广州-花都区      7-9千\\/月   \n",
       "49       江门      5-6千\\/月   \n",
       "\n",
       "                                                                           公司概况  \\\n",
       "0       https:\\/\\/jobs.51job.com\\/guangzhou\\/132092398.html?s=sou_sou_soulb&t=0   \n",
       "1       https:\\/\\/jobs.51job.com\\/guangzhou\\/132092342.html?s=sou_sou_soulb&t=0   \n",
       "2        https:\\/\\/jobs.51job.com\\/hangzhou\\/132091796.html?s=sou_sou_soulb&t=0   \n",
       "3   https:\\/\\/jobs.51job.com\\/dongguan-dlsz\\/132087236.html?s=sou_sou_soulb&t=0   \n",
       "4      https:\\/\\/jobs.51job.com\\/foshan-nhq\\/132090681.html?s=sou_sou_soulb&t=0   \n",
       "5   https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/125940332.html?s=sou_sou_soulb&t=0   \n",
       "6       https:\\/\\/jobs.51job.com\\/guangzhou\\/132091077.html?s=sou_sou_soulb&t=0   \n",
       "7       https:\\/\\/jobs.51job.com\\/zhongshan\\/126949252.html?s=sou_sou_soulb&t=0   \n",
       "8        https:\\/\\/jobs.51job.com\\/dongguan\\/132090471.html?s=sou_sou_soulb&t=0   \n",
       "9      https:\\/\\/jobs.51job.com\\/foshan-gmq\\/132088441.html?s=sou_sou_soulb&t=0   \n",
       "10   https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/132088139.html?s=sou_sou_soulb&t=0   \n",
       "11     https:\\/\\/jobs.51job.com\\/foshan-ccq\\/132086952.html?s=sou_sou_soulb&t=0   \n",
       "12  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/132086879.html?s=sou_sou_soulb&t=0   \n",
       "13               http:\\/\\/gechina.51job.com\\/sc\\/jobdetail.html?jobid=132086602   \n",
       "14  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/132086628.html?s=sou_sou_soulb&t=0   \n",
       "15  https:\\/\\/jobs.51job.com\\/guangzhou-yxq\\/132086437.html?s=sou_sou_soulb&t=0   \n",
       "16  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132086011.html?s=sou_sou_soulb&t=0   \n",
       "17      https:\\/\\/jobs.51job.com\\/guangzhou\\/132085353.html?s=sou_sou_soulb&t=0   \n",
       "18  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/119381748.html?s=sou_sou_soulb&t=0   \n",
       "19       https:\\/\\/jobs.51job.com\\/qingyuan\\/132080154.html?s=sou_sou_soulb&t=0   \n",
       "20      https:\\/\\/jobs.51job.com\\/zhongshan\\/132084193.html?s=sou_sou_soulb&t=0   \n",
       "21  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/117445013.html?s=sou_sou_soulb&t=0   \n",
       "22       https:\\/\\/jobs.51job.com\\/dongguan\\/131900853.html?s=sou_sou_soulb&t=0   \n",
       "23        https:\\/\\/jobs.51job.com\\/huizhou\\/131067614.html?s=sou_sou_soulb&t=0   \n",
       "24  https:\\/\\/jobs.51job.com\\/guangzhou-nsq\\/132081578.html?s=sou_sou_soulb&t=0   \n",
       "25   https:\\/\\/jobs.51job.com\\/dongguan-ncq\\/132081360.html?s=sou_sou_soulb&t=0   \n",
       "26  https:\\/\\/jobs.51job.com\\/dongguan-zmtz\\/121901419.html?s=sou_sou_soulb&t=0   \n",
       "27  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/131734232.html?s=sou_sou_soulb&t=0   \n",
       "28  https:\\/\\/jobs.51job.com\\/shanghai-pdxq\\/129331832.html?s=sou_sou_soulb&t=0   \n",
       "29   https:\\/\\/jobs.51job.com\\/dongguan-dcq\\/132080079.html?s=sou_sou_soulb&t=0   \n",
       "30      https:\\/\\/jobs.51job.com\\/zhongshan\\/132079949.html?s=sou_sou_soulb&t=0   \n",
       "31      https:\\/\\/jobs.51job.com\\/guangzhou\\/132079830.html?s=sou_sou_soulb&t=0   \n",
       "32  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132074439.html?s=sou_sou_soulb&t=0   \n",
       "33  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/132076799.html?s=sou_sou_soulb&t=0   \n",
       "34  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/132074466.html?s=sou_sou_soulb&t=0   \n",
       "35      https:\\/\\/jobs.51job.com\\/guangzhou\\/132055267.html?s=sou_sou_soulb&t=0   \n",
       "36      https:\\/\\/jobs.51job.com\\/zhongshan\\/132069619.html?s=sou_sou_soulb&t=0   \n",
       "37  https:\\/\\/jobs.51job.com\\/guangzhou-pyq\\/130566941.html?s=sou_sou_soulb&t=0   \n",
       "38   https:\\/\\/jobs.51job.com\\/dongguan-lbz\\/132074733.html?s=sou_sou_soulb&t=0   \n",
       "39     https:\\/\\/jobs.51job.com\\/foshan-ssq\\/132072265.html?s=sou_sou_soulb&t=0   \n",
       "40     https:\\/\\/jobs.51job.com\\/foshan-ccq\\/124712816.html?s=sou_sou_soulb&t=0   \n",
       "41   https:\\/\\/jobs.51job.com\\/shenzhen-lhq\\/132072899.html?s=sou_sou_soulb&t=0   \n",
       "42   https:\\/\\/jobs.51job.com\\/dongguan-cpz\\/132072282.html?s=sou_sou_soulb&t=0   \n",
       "43  https:\\/\\/jobs.51job.com\\/guangzhou-chq\\/132071132.html?s=sou_sou_soulb&t=0   \n",
       "44                           https:\\/\\/51rz.51job.com\\/job.html?jobid=125461210   \n",
       "45      https:\\/\\/jobs.51job.com\\/guangzhou\\/132069241.html?s=sou_sou_soulb&t=0   \n",
       "46  https:\\/\\/jobs.51job.com\\/dongguan-sshq\\/132067775.html?s=sou_sou_soulb&t=0   \n",
       "47  https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/132066441.html?s=sou_sou_soulb&t=0   \n",
       "48  https:\\/\\/jobs.51job.com\\/guangzhou-hdq\\/132067607.html?s=sou_sou_soulb&t=0   \n",
       "49       https:\\/\\/jobs.51job.com\\/jiangmen\\/132065765.html?s=sou_sou_soulb&t=0   \n",
       "\n",
       "                                                     福利  \n",
       "0    下午茶 六险一金 团队氛围好 晋升空间大 扁平管理 用户过亿 大牛带队 免费三餐 弹性工作 租房补贴  \n",
       "1     五险一金 员工旅游 交通补贴 餐饮补贴 通讯补贴 专业培训 绩效奖金 年终奖金 定期体检 电脑补助  \n",
       "2                                                        \n",
       "3                            五险一金 补充医疗保险 年终奖金 定期体检 免费班车  \n",
       "4                                                        \n",
       "5                              带薪年假 五险一金 专业培训 高温补贴 餐饮补贴  \n",
       "6               五险一金 餐饮补贴 绩效奖金 年终双薪 带薪年假 节日福利 定期体检 交通补贴  \n",
       "7     带薪年假 五险一金 专业培训 高温补贴 绩效奖金 节日福利 年终奖金 交通补贴 通讯补贴 餐饮补贴  \n",
       "8                         五险一金 免费班车 绩效奖金 年终奖金 弹性工作 定期体检  \n",
       "9     五险一金 带薪年假 节日福利 专业培训 全勤奖 岗位津贴 销售提成 带薪病假 工会福利 试用期全额  \n",
       "10                   周末双休 带薪年假 五险一金 交通补贴 弹性工作 专业培训 节日福利  \n",
       "11        包住宿 加班补贴 节日福利 带薪年假 周末双休 五险一金 做五休二 包吃 包三餐 通讯补贴  \n",
       "12                         周末双休 大平台 牛人多 氛围好 五险一金 补充医疗保险  \n",
       "13                                                       \n",
       "14    五险一金 交通补贴 绩效奖金 餐饮补贴 免费班车 员工旅游 出国机会 定期体检 专业培训 年终奖金  \n",
       "15                                                       \n",
       "16                                                       \n",
       "17                   五险一金 绩效奖金 年终奖金 定期体检 带薪年假 节日福利 通讯补贴  \n",
       "18       五险一金 补充医疗保险 年终奖金 专业培训 带薪年假 绩效奖金 餐饮补贴 交通补贴 高温补贴  \n",
       "19            五险一金 补充医疗保险 免费班车 员工旅游 通讯补贴 专业培训 绩效奖金 定期体检  \n",
       "20                                                       \n",
       "21                  通讯补贴 补充公积金 员工旅游 绩效奖金 五险一金 定期体检 带薪年假  \n",
       "22                                  带薪年假 五险一金 绩效奖金 节日福利  \n",
       "23                             五险一金 交通补贴 通讯补贴 带薪年假 高温补贴  \n",
       "24                        五险一金 免费班车 员工旅游 餐饮补贴 通讯补贴 年终奖金  \n",
       "25                    五险一金 年终奖金 带薪年假 节日福利 工作餐 员工旅游 周末双休  \n",
       "26                 免费班车 专业培训 弹性工作 绩效奖金 年终奖金 五险一金 补充医疗保险  \n",
       "27                             五险一金 带薪年假 专业培训 节日福利 商业保险  \n",
       "28                           五险一金 补充医疗保险 通讯补贴 弹性工作 出国机会  \n",
       "29                                       五险一金 年终奖金 弹性工作  \n",
       "30                      五险一金 补充医疗保险 专业培训 年终奖金 弹性工作 定期体检  \n",
       "31                                                       \n",
       "32                           五险一金 补充医疗保险 年终奖金 带薪年假 周末双休  \n",
       "33                        专业培训 餐饮补贴 免费班车 五险一金 年终奖金 绩效奖金  \n",
       "34    专业培训 免费班车 五险一金 员工旅游 年终奖金 员工食堂 定期体检 带薪年假 高温补贴 节日福利  \n",
       "35       五险一金 补充医疗保险 企业年金 绩效奖金 年终奖金 专业培训 出国机会 弹性工作 定期体检  \n",
       "36  带薪年假 节日福利 交通补贴 团队建设 五险一金 专业培训 年终奖金 定期体检 500强外企 员工旅游  \n",
       "37                        五险一金 员工旅游 交通补贴 年终奖金 定期体检 免费班车  \n",
       "38   五险一金 交通补贴 员工旅游 年终奖金 绩效奖金 带薪年假 法定节假日 生日福利 通讯补贴 高温补贴  \n",
       "39               五险一金 带薪年假 高温补贴 交通补贴 节日福利 全勤奖 绩效奖金 培训拓展  \n",
       "40                 带薪年假 五险一金 绩效奖金 节日福利 餐饮补贴 专业培训 补充医疗保险  \n",
       "41                             五险一金 年终奖金 专业培训 弹性工作 定期体检  \n",
       "42             工作餐 五险一金 补充医疗保险 年终奖金 定期体检 平台大 公司前景好 节日福利  \n",
       "43  五险一金 补充医疗保险 免费班车 餐饮补贴 年终奖金 定期体检 专业培训 节日福利 带薪年假 高温补贴  \n",
       "44    五险一金 专业培训 绩效奖金 年终奖金 定期体检 周末双休 节日福利 带薪年假 商业保险 团建活动  \n",
       "45                        五险一金 专业培训 定期体检 绩效奖金 餐饮补贴 交通补贴  \n",
       "46                           五险一金 补充医疗保险 年终奖金 股票期权 定期体检  \n",
       "47                   五险一金 餐饮补贴 绩效奖金 年终奖金 节日福利 高温补贴 带薪年假  \n",
       "48                                                       \n",
       "49                        五险一金 绩效奖金 节日福利 交通补贴 餐饮补贴 带薪年假  "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "change_industry('前端工程师')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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